Hands on labs and code to help you learn, measure, and build using architectural best practices.

Chaos Engineering Toolkit & Orchestration for Developers

Production-grade retries for Python

Chaos and resiliency testing tool for Kubernetes with a focus on improving performance under failure conditions. A CNCF sandbox project.

a general library for fatigue and reliability

Fast computation of Krippendorff's alpha agreement measure in Python.

Guardian of Kubernetes clusters. Tool to monitor clusters health and signal/alert on failures.

xFinder: Robust and Pinpoint Answer Extraction for Large Language Models

[AAAI22 Oral] Reliable Propagation-Correction Modulation for Video Object Segmentation

A Python package for survival analysis. The most flexible survival analysis package available. SurPyval can work with arbitrary combinations of observed, censored, and truncated data. SurPyval can also fit distributions with 'offsets' with ease, for example the three parameter Weibull distribution.

Reliability, Availability, Maintainability, Safety (RAMS) analysis program.

Weibull Analysis Tools

GoldenEye is a functional simulator with fault injection capabilities for common and emerging numerical formats, implemented for the PyTorch deep learning framework.

Structural Fire Engineering - Probabilistic Reliability Assessment

CausIL is an approach to estimate the causal graph for a cloud microservice system, where the nodes are the service-specific metrics while edges indicate causal dependency among the metrics. The approach considers metric variations for all the instances deployed in the system to build the causal graph and can account for auto-scaling decisions.

Safe Init is a Python library that enhances AWS Lambda functions with advanced error handling, logging, monitoring, and resilience features, providing comprehensive observability and reliability for serverless applications.

A Python package for reliability assessment of modern distribution systems.

PROTON - A Python Framework for Physics-Based Electromigration Assessment on Contemporary VLSI Power Grids

High reliability asynchronous task queue using mysql

Computation of minimal cutsets using MOCUS Algorithm